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        <datestamp>2026-09-30T17:50:11Z</datestamp>
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          <dc:title>&lt;p&gt;Examples of -bidegreed graph families (a-f) and the size normalized sensitivity of their neutral fixation probabilities to , shown separately for each initial mutant location and evaluated at  (g-j).&lt;/p&gt;</dc:title>
          <dc:creator>David A. Brewster (17118328)</dc:creator>
          <dc:creator>Yichen Huang (5794106)</dc:creator>
          <dc:creator>Michael Mitzenmacher (25145498)</dc:creator>
          <dc:creator>Martin A. Nowak (24845)</dc:creator>
          <dc:subject>Cell Biology</dc:subject>
          <dc:subject>Evolutionary Biology</dc:subject>
          <dc:subject>Environmental Sciences not elsewhere classified</dc:subject>
          <dc:subject>Ecology</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Mathematical Sciences not elsewhere classified</dc:subject>
          <dc:subject>Science Policy</dc:subject>
          <dc:subject>Infectious Diseases</dc:subject>
          <dc:subject>unweighted undirected graphs</dc:subject>
          <dc:subject>edges denote interactions</dc:subject>
          <dc:subject>graph — compete</dc:subject>
          <dc:subject>evolutionary graph theory</dc:subject>
          <dc:subject>study mixed updating</dc:subject>
          <dc:subject>randomly chosen neighbor</dc:subject>
          <dc:subject>prove exact formulas</dc:subject>
          <dc:subject>div &gt;&lt; p</dc:subject>
          <dc:subject>study fixation probabilities</dc:subject>
          <dc:subject>short fixation times</dc:subject>
          <dc:subject>mixed updating</dc:subject>
          <dc:subject>graph represent</dc:subject>
          <dc:subject>fixation probabilities</dc:subject>
          <dc:subject>neighbors —</dc:subject>
          <dc:subject>evolutionary dynamics</dc:subject>
          <dc:subject>vacancy proportional</dc:subject>
          <dc:subject>two scenarios</dc:subject>
          <dc:subject>time step</dc:subject>
          <dc:subject>reproduction proportional</dc:subject>
          <dc:subject>population structure</dc:subject>
          <dc:subject>offspring replaces</dc:subject>
          <dc:subject>neutral evolution</dc:subject>
          <dc:subject>n &lt;/</dc:subject>
          <dc:subject>efficient algorithm</dc:subject>
          <dc:subject>constant selection</dc:subject>
          <dc:subject>complex structures</dc:subject>
          <dc:subject>competitive replacement</dc:subject>
          <dc:subject>chosen uniformly</dc:subject>
          <dc:subject>adjacent vertex</dc:subject>
          <dc:description>&lt;p&gt;Vertices with degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; are represented as circles whereas vertices with degree  are represented as squares. For the examples depicted, &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;2&lt;/sub&gt; is strictly greater than &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt;, but it is also possible for  per Definition 3.1. Let &lt;i&gt;n&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; denote the number of vertices with degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; and &lt;i&gt;n&lt;/i&gt;&lt;sub&gt;2&lt;/sub&gt; denote the number of vertices with degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;2&lt;/sub&gt;, and set  and . The value  is the fixation probability of a neutral mutant starting at a vertex &lt;i&gt;u&lt;/i&gt; of degree , its derivative with respect to  is denoted , and the sensitivity is . Panels &lt;b&gt;g–j&lt;/b&gt; display the size normalized sensitivity  evaluated at  and . Normalizing by &lt;i&gt;N&lt;/i&gt; makes the sensitivity a function of  alone, since by Theorem S3 in the &lt;a href="http://www.ploscompbiol.org/article/info:doi/10.1371/journal.pcbi.1014829#pcbi.1014829.s001" target="_blank"&gt;S1 Appendix&lt;/a&gt; the sensitivity  scales as 1/&lt;i&gt;N&lt;/i&gt; at fixed . A graph of size &lt;i&gt;N&lt;/i&gt; sitting at a plotted point therefore has sensitivity equal to the plotted value divided by &lt;i&gt;N&lt;/i&gt;. &lt;b&gt;a,&lt;/b&gt; a star graph, . The &lt;i&gt;n&lt;/i&gt;&lt;sub&gt;2&lt;/sub&gt; = 1 center vertex has degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;2&lt;/sub&gt; = 6 while the &lt;i&gt;n&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; = 6 periphery vertices have degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; = 1 for a total of  vertices. &lt;b&gt;b,&lt;/b&gt; a path graph, . The intermediate vertices have degree 2 while the endpoint vertices have degree 1. &lt;b&gt;c,&lt;/b&gt; a bipartite biregular graph; the vertices on the left side have degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;2&lt;/sub&gt; = 3 while the vertices on the right side have degree &lt;i&gt;d&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; = 2, for a total of &lt;i&gt;N&lt;/i&gt; = 10 vertices. &lt;b&gt;d,&lt;/b&gt; a fan graph . The center vertex has degree 2&lt;i&gt;b&lt;/i&gt; = 6, while each of the 2 vertices on each of the &lt;i&gt;b&lt;/i&gt; = 3 blades has degree 2, for a total of &lt;i&gt;N&lt;/i&gt; = 2&lt;i&gt;b&lt;/i&gt; + 1 = 7 vertices. &lt;b&gt;e,&lt;/b&gt; a wheel graph . The center vertex has degree &lt;i&gt;n&lt;/i&gt; = 8 while the &lt;i&gt;n&lt;/i&gt; vertices on the spoke ends have degree 3, for a total of &lt;i&gt;N&lt;/i&gt; = &lt;i&gt;n&lt;/i&gt; + 1 = 9 vertices. &lt;b&gt;f,&lt;/b&gt; a book graph . Each of the &lt;i&gt;p&lt;/i&gt; = 3 pages has 2 page corners with degree 2, and the 2 seam endpoints have degree &lt;i&gt;p&lt;/i&gt; + 1, for a total of &lt;i&gt;N&lt;/i&gt; = 2&lt;i&gt;p&lt;/i&gt; + 2 = 8 vertices. &lt;b&gt;g,&lt;/b&gt; A contour plot in the  space, where both parameters are dimensionless. The lines with shapes denote the values of  and  for the various bidegreed graphs in &lt;b&gt;a-f&lt;/b&gt;. Note that the path graph has &lt;i&gt;n&lt;/i&gt;&lt;sub&gt;1&lt;/sub&gt; = 2 and , so  for . Thus as &lt;i&gt;N&lt;/i&gt; increases,  decreases. The intensity of the colorbar denotes , &lt;b&gt;h,&lt;/b&gt; , &lt;b&gt;i,&lt;/b&gt; , and &lt;b&gt;j,&lt;/b&gt; . Lighter colors indicate a larger sensitivity.&lt;/p&gt;</dc:description>
          <dc:date>2026-09-30T18:07:02Z</dc:date>
          <dc:type>Image</dc:type>
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          <dc:identifier>10.1371/journal.pcbi.1014829.g003</dc:identifier>
          <dc:relation>https://figshare.com/articles/figure/_p_Examples_of_-bidegreed_graph_families_a-f_and_the_size_normalized_sensitivity_of_their_neutral_fixation_probabilities_to_shown_separately_for_each_initial_mutant_location_and_evaluated_at_g-j_p_/34036343</dc:relation>
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